fahricansecer
21e05148c8
Deploy Iddaai Backend / build-and-deploy (push) Failing after 3m56s
- Add LeagueTier DB model and Prisma schema - Add league-tiers service (CRUD, sync, retrain trigger) - Add league-tiers controller with admin API endpoints - Add /v1/admin/retrain endpoint in AI engine (extract→train→reload pipeline) - Retrain V25 Pro with 48 quality leagues (MS accuracy: 26.9%→51.4%) - Update qualified_leagues.json (443→48 leagues) - Include V25 model files in repo for Docker deployment Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
892 lines
41 KiB
Plaintext
892 lines
41 KiB
Plaintext
tree
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leaf_value=0.014478237478344286 -0.015463014973786505 -0.0073632514981839545 0.0096110031081186563 0.078530598053871026 -0.0086524748202200501 -0.067456935030922358 0.015332839885013407
|
|
leaf_weight=308.73068219423294 309.28241093456745 1017.4353533536196 807.05070595443249 30.452116876840591 63.547168910503387 62.713204026222229 157.49458535015583
|
|
leaf_count=1561 1327 5053 4143 172 271 269 678
|
|
internal_value=-7.78723e-06 0.00329399 0.000145221 0.0202309 -0.012054 -0.0378634 -0.00507213
|
|
internal_weight=2756.71 2163.67 1824.49 339.183 593.037 126.26 466.777
|
|
internal_count=13474 10929 9196 1733 2545 540 2005
|
|
is_linear=0
|
|
shrinkage=0.104222
|
|
|
|
|
|
Tree=26
|
|
num_leaves=7
|
|
num_cat=0
|
|
split_feature=86 78 86 86 106 45
|
|
split_gain=11.0807 19.2113 13.2975 16.5366 9.93615 9.16974
|
|
threshold=2.6909814323607431 3.2071428571428577 1.0000000180025095e-35 1.8603896103896107 0.59050000000000014 1.1950000000000001
|
|
decision_type=2 2 2 2 2 2
|
|
left_child=2 4 5 -4 -2 -1
|
|
right_child=1 -3 3 -5 -6 -7
|
|
leaf_value=0.0057285473288771786 0.034425187503696976 -0.17261249206353166 -0.072289780038289356 -0.011539802081962551 0.0051253977786566941 -0.012137044156937154
|
|
leaf_weight=1235.6497117057443 188.36661138385534 5.9902653545141211 54.218099623918533 475.07240612059832 377.99835128337145 417.49042452871799
|
|
leaf_count=6255 973 33 239 2206 1968 1800
|
|
internal_value=-1.60817e-06 0.0129056 -0.00338664 -0.0177639 0.0148706 0.00121666
|
|
internal_weight=2754.79 572.355 2182.43 529.291 566.365 1653.14
|
|
internal_count=13474 2974 10500 2445 2941 8055
|
|
is_linear=0
|
|
shrinkage=0.104222
|
|
|
|
|
|
Tree=27
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=148 141 115 107 104 4 134
|
|
split_gain=10.1298 10.8135 12.2053 9.7232 15.8813 8.97442 7.29505
|
|
threshold=0.17399267399267399 -0.79299999999999993 1.2250000000000003 0.40950000000000003 0.41250000000000003 1460.7202799166059 -0.30549999999999994
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=3 5 -3 6 -5 -2 -1
|
|
right_child=1 2 -4 4 -6 -7 -8
|
|
leaf_value=-0.10259253098907423 -0.03269054108208802 -0.0021082423175915925 0.015308582355162925 -0.13734624687852556 0.036154293999346325 -0.0035202193944307817 0.042506627852751083
|
|
leaf_weight=4.9914454817771938 183.7718341127038 1603.1649219617248 600.83727415651083 20.186357498168949 7.9962391257286063 304.1783049851656 15.20464117079973
|
|
leaf_count=25 894 7830 2977 102 43 1483 78
|
|
internal_value=-0.0013178 -0.00046824 0.00263984 -0.0485807 -0.0881234 -0.0145068 0.00661435
|
|
internal_weight=2740.33 2691.95 2204 48.3787 28.1826 487.95 20.1961
|
|
internal_count=13432 13184 10807 248 145 2377 103
|
|
is_linear=0
|
|
shrinkage=0.104222
|
|
|
|
|
|
Tree=28
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=86 134 41 106 29 91 3
|
|
split_gain=10.2371 10.3112 10.5364 10.1993 11.3955 9.81442 8.99213
|
|
threshold=2.864250614250615 -0.43849999999999995 2.1050000000000004 0.95450000000000013 1.3875000000000002 -0.0054166666666666486 1670.9226550788155
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=3 2 -2 5 -5 -1 -3
|
|
right_child=1 6 -4 4 -6 -7 -8
|
|
leaf_value=-0.015667034131642239 -0.063328583368563382 0.021380817595676553 0.036600112461665557 -0.21945686012767968 -0.026560041934415114 0.0014656039323343243 -0.12083840209161807
|
|
leaf_weight=461.02843705564737 34.460375130176544 373.77398503571749 17.162777505815029 3.4011466801166526 135.53743974119425 1711.2739861980081 4.8830340132117263
|
|
leaf_count=2173 176 1994 103 17 658 8282 29
|
|
internal_value=-0.0011736 0.0135866 -0.0301054 -0.00392153 -0.0312966 -0.00217051 0.0195438
|
|
internal_weight=2741.52 430.28 51.6232 2311.24 138.939 2172.3 378.657
|
|
internal_count=13432 2302 279 11130 675 10455 2023
|
|
is_linear=0
|
|
shrinkage=0.104222
|
|
|
|
|
|
Tree=29
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=12 84 115 141 136 11 110
|
|
split_gain=9.65816 11.3219 10.1518 11.5361 10.0734 9.44977 6.86501
|
|
threshold=1.0000000180025095e-35 0.017970779220779203 1.2915000000000003 -0.60349999999999981 3.6500000000000008 2.1083333333333338 27.750000000000004
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=1 6 4 -4 -2 -3 -1
|
|
right_child=2 5 3 -5 -6 -7 -8
|
|
leaf_value=0.01695486197013276 0.018272032851518873 -0.047853351303007219 -0.020306195413698006 0.015936397489881831 -0.011004436565708025 0.099082325881264394 -0.086337197330871959
|
|
leaf_weight=520.42061326652765 139.83185759186745 50.192012257874012 122.51054417341948 430.93686553835869 1465.7739738970995 5.2428159564733496 7.0750899761915198
|
|
leaf_count=2585 694 257 602 2140 7090 29 35
|
|
internal_value=-0.00104481 0.0108592 -0.00425885 0.00791357 -0.00845466 -0.0339422 0.0155679
|
|
internal_weight=2741.98 582.931 2159.05 553.447 1605.61 55.4348 527.496
|
|
internal_count=13432 2906 10526 2742 7784 286 2620
|
|
is_linear=0
|
|
shrinkage=0.104222
|
|
|
|
|
|
Tree=30
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=120 37 38 38 105 85 100
|
|
split_gain=12.0364 15.2453 11.9342 13.3835 10.0958 10.0578 10.0546
|
|
threshold=1.4145000000000001 0.42084520042422408 0.23906113829447367 0.14593794095256588 1.1225000000000003 -0.37141065830721004 1.3650000000000002
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=2 6 3 -1 -3 -4 -2
|
|
right_child=1 4 5 -5 -6 -7 -8
|
|
leaf_value=-0.12038760226397151 -0.0090962232080863334 0.0034107878159782353 -0.060847190395801561 0.022337300771774038 -0.044228760615057698 -0.0060312321358531873 0.030222541925148897
|
|
leaf_weight=7.3577561527490607 84.787891268730164 592.17002998292446 37.370823763310909 228.1118380650878 52.602927520871162 1330.5593820437789 423.39983003586531
|
|
leaf_count=43 418 3057 171 1205 280 6147 2165
|
|
internal_value=0.00204154 0.0101633 -0.00379863 0.0178729 -0.00047641 -0.00752917 0.0236624
|
|
internal_weight=2756.36 1152.96 1603.4 235.47 644.773 1367.93 508.188
|
|
internal_count=13486 5920 7566 1248 3337 6318 2583
|
|
is_linear=0
|
|
shrinkage=0.104222
|
|
|
|
|
|
Tree=31
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=86 86 86 1 127 31 122
|
|
split_gain=10.4188 10.4465 11.9432 10.3703 15.906 10.0392 7.58651
|
|
threshold=2.6939799331103687 1.0000000180025095e-35 1.8603896103896107 1467.9553804385575 2.1340000000000003 0.22980739360049704 2.3515000000000006
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=1 6 -3 5 -5 -2 -1
|
|
right_child=3 2 -4 4 -6 -7 -8
|
|
leaf_value=0.0014256124570572787 0.0018941270616234518 -0.058645654322910731 -0.0086447877444392647 0.02733676763309234 -0.12590863729503893 -0.082423971345859881 0.042831761918242235
|
|
leaf_weight=1608.7813730537891 166.28092505782843 58.273459360003471 473.13907171785831 372.2649027556181 7.4961845725774756 16.887378051877022 49.535993173718452
|
|
leaf_count=7823 854 251 2181 1963 43 94 277
|
|
internal_value=0.00183871 -0.00141235 -0.0141287 0.0144848 0.0243088 -0.0058835 0.0026627
|
|
internal_weight=2752.66 2189.73 531.413 562.929 379.761 183.168 1658.32
|
|
internal_count=13486 10532 2432 2954 2006 948 8100
|
|
is_linear=0
|
|
shrinkage=0.104222
|
|
|
|
|
|
Tree=32
|
|
num_leaves=8
|
|
num_cat=0
|
|
split_feature=93 144 112 94 104 93 120
|
|
split_gain=10.1721 16.1941 11.2364 13.1765 9.78364 8.96284 8.48134
|
|
threshold=20.550000000000004 0.013450000000000002 0.22750000000000004 5.5500000000000007 1.2865000000000002 25.050000000000004 2.0500000000000003
|
|
decision_type=2 2 2 2 2 2 2
|
|
left_child=2 4 6 -4 -2 -3 -1
|
|
right_child=1 5 3 -5 -6 -7 -8
|
|
leaf_value=0.0034609471658556285 0.020050548549636428 -0.009082334773132807 -0.11004659616173273 -0.007594432301873808 -0.021486441758403186 -0.13291664093499478 0.038221762386595907
|
|
leaf_weight=820.33589915931225 594.67776323109865 13.120999380946161 13.791079476475714 1142.1561977639794 68.70460732281208 12.293409973382948 84.046657353639603
|
|
leaf_count=3903 3054 71 65 5495 382 70 446
|
|
internal_value=0.0016558 0.0126202 -0.00200979 -0.00881763 0.0157484 -0.0690103 0.00669173
|
|
internal_weight=2749.13 688.797 2060.33 1155.95 663.382 25.4144 904.383
|
|
internal_count=13486 3577 9909 5560 3436 141 4349
|
|
is_linear=0
|
|
shrinkage=0.104222
|
|
|
|
|
|
Tree=33
|
|
num_leaves=5
|
|
num_cat=0
|
|
split_feature=91 141 123 7
|
|
split_gain=9.64033 9.54985 10.2025 8.96435
|
|
threshold=0.46333333333333332 -0.77399999999999991 2.2565000000000004 33.104396552584838
|
|
decision_type=2 2 2 2
|
|
left_child=1 3 -3 -1
|
|
right_child=-2 2 -4 -5
|
|
leaf_value=-0.015732035707484552 -0.12133869515037762 0.0038526132779362976 0.057630556320633561 0.031446003016811871
|
|
leaf_weight=450.80555958300829 6.9056807309389105 2188.2216669544578 38.992827542126179 48.440718069672585
|
|
leaf_count=2162 31 10769 213 250
|
|
internal_value=0.00156231 0.00187402 0.00479437 -0.011154
|
|
internal_weight=2733.37 2726.46 2227.21 499.246
|
|
internal_count=13425 13394 10982 2412
|
|
is_linear=0
|
|
shrinkage=0.104222
|
|
|
|
|
|
Tree=34
|
|
num_leaves=5
|
|
num_cat=0
|
|
split_feature=45 98 80 123
|
|
split_gain=8.19305 8.37131 12.6079 10.3403
|
|
threshold=1.6150000000000004 0.58114035087719318 0.043836402184014855 2.1715000000000004
|
|
decision_type=2 2 2 2
|
|
left_child=1 3 -3 -1
|
|
right_child=-2 2 -4 -5
|
|
leaf_value=0.008356015193296689 -0.14816646007318571 -0.033602776052007143 0.00019618273212945178 0.070940775625300892
|
|
leaf_weight=749.49989224970341 3.9628616422414771 128.32899699360132 1819.463518589735 29.807201541960239
|
|
leaf_count=3713 16 704 8830 162
|
|
internal_value=0.00140384 0.0016217 -0.00203079 0.0107506
|
|
internal_weight=2731.06 2727.1 1947.79 779.307
|
|
internal_count=13425 13409 9534 3875
|
|
is_linear=0
|
|
shrinkage=0.104222
|
|
|
|
|
|
end of trees
|
|
|
|
feature_importances:
|
|
Column_86=18
|
|
Column_49=9
|
|
Column_53=8
|
|
Column_41=6
|
|
Column_54=6
|
|
Column_120=6
|
|
Column_141=6
|
|
Column_45=5
|
|
Column_91=5
|
|
Column_104=5
|
|
Column_1=4
|
|
Column_94=4
|
|
Column_96=4
|
|
Column_132=4
|
|
Column_136=4
|
|
Column_148=4
|
|
Column_3=3
|
|
Column_4=3
|
|
Column_6=3
|
|
Column_11=3
|
|
Column_30=3
|
|
Column_35=3
|
|
Column_38=3
|
|
Column_48=3
|
|
Column_50=3
|
|
Column_85=3
|
|
Column_92=3
|
|
Column_105=3
|
|
Column_115=3
|
|
Column_123=3
|
|
Column_127=3
|
|
Column_130=3
|
|
Column_133=3
|
|
Column_149=3
|
|
Column_150=3
|
|
Column_0=2
|
|
Column_7=2
|
|
Column_10=2
|
|
Column_16=2
|
|
Column_29=2
|
|
Column_40=2
|
|
Column_44=2
|
|
Column_51=2
|
|
Column_52=2
|
|
Column_55=2
|
|
Column_56=2
|
|
Column_89=2
|
|
Column_93=2
|
|
Column_98=2
|
|
Column_100=2
|
|
Column_102=2
|
|
Column_106=2
|
|
Column_110=2
|
|
Column_111=2
|
|
Column_122=2
|
|
Column_134=2
|
|
Column_135=2
|
|
Column_137=2
|
|
Column_143=2
|
|
Column_144=2
|
|
Column_147=2
|
|
Column_8=1
|
|
Column_12=1
|
|
Column_14=1
|
|
Column_17=1
|
|
Column_21=1
|
|
Column_27=1
|
|
Column_28=1
|
|
Column_31=1
|
|
Column_34=1
|
|
Column_37=1
|
|
Column_39=1
|
|
Column_46=1
|
|
Column_47=1
|
|
Column_78=1
|
|
Column_80=1
|
|
Column_84=1
|
|
Column_95=1
|
|
Column_99=1
|
|
Column_107=1
|
|
Column_112=1
|
|
Column_119=1
|
|
Column_121=1
|
|
Column_125=1
|
|
Column_126=1
|
|
Column_145=1
|
|
|
|
parameters:
|
|
[boosting: gbdt]
|
|
[objective: binary]
|
|
[metric: binary_logloss]
|
|
[tree_learner: serial]
|
|
[device_type: cpu]
|
|
[data_sample_strategy: bagging]
|
|
[data: ]
|
|
[valid: ]
|
|
[num_iterations: 1500]
|
|
[learning_rate: 0.104222]
|
|
[num_leaves: 8]
|
|
[num_threads: 4]
|
|
[seed: 42]
|
|
[deterministic: 0]
|
|
[force_col_wise: 0]
|
|
[force_row_wise: 0]
|
|
[histogram_pool_size: -1]
|
|
[max_depth: 3]
|
|
[min_data_in_leaf: 17]
|
|
[min_sum_hessian_in_leaf: 0.001]
|
|
[bagging_fraction: 0.709098]
|
|
[pos_bagging_fraction: 1]
|
|
[neg_bagging_fraction: 1]
|
|
[bagging_freq: 3]
|
|
[bagging_seed: 400]
|
|
[bagging_by_query: 0]
|
|
[feature_fraction: 0.58888]
|
|
[feature_fraction_bynode: 1]
|
|
[feature_fraction_seed: 30056]
|
|
[extra_trees: 0]
|
|
[extra_seed: 12879]
|
|
[early_stopping_round: 0]
|
|
[early_stopping_min_delta: 0]
|
|
[first_metric_only: 0]
|
|
[max_delta_step: 0]
|
|
[lambda_l1: 7.81041e-07]
|
|
[lambda_l2: 0.00942891]
|
|
[linear_lambda: 0]
|
|
[min_gain_to_split: 0]
|
|
[drop_rate: 0.1]
|
|
[max_drop: 50]
|
|
[skip_drop: 0.5]
|
|
[xgboost_dart_mode: 0]
|
|
[uniform_drop: 0]
|
|
[drop_seed: 17869]
|
|
[top_rate: 0.2]
|
|
[other_rate: 0.1]
|
|
[min_data_per_group: 100]
|
|
[max_cat_threshold: 32]
|
|
[cat_l2: 10]
|
|
[cat_smooth: 10]
|
|
[max_cat_to_onehot: 4]
|
|
[top_k: 20]
|
|
[monotone_constraints: ]
|
|
[monotone_constraints_method: basic]
|
|
[monotone_penalty: 0]
|
|
[feature_contri: ]
|
|
[forcedsplits_filename: ]
|
|
[refit_decay_rate: 0.9]
|
|
[cegb_tradeoff: 1]
|
|
[cegb_penalty_split: 0]
|
|
[cegb_penalty_feature_lazy: ]
|
|
[cegb_penalty_feature_coupled: ]
|
|
[path_smooth: 0]
|
|
[interaction_constraints: ]
|
|
[verbosity: -1]
|
|
[saved_feature_importance_type: 0]
|
|
[use_quantized_grad: 0]
|
|
[num_grad_quant_bins: 4]
|
|
[quant_train_renew_leaf: 0]
|
|
[stochastic_rounding: 1]
|
|
[linear_tree: 0]
|
|
[max_bin: 255]
|
|
[max_bin_by_feature: ]
|
|
[min_data_in_bin: 3]
|
|
[bin_construct_sample_cnt: 200000]
|
|
[data_random_seed: 175]
|
|
[is_enable_sparse: 1]
|
|
[enable_bundle: 1]
|
|
[use_missing: 1]
|
|
[zero_as_missing: 0]
|
|
[feature_pre_filter: 1]
|
|
[pre_partition: 0]
|
|
[two_round: 0]
|
|
[header: 0]
|
|
[label_column: ]
|
|
[weight_column: ]
|
|
[group_column: ]
|
|
[ignore_column: ]
|
|
[categorical_feature: ]
|
|
[forcedbins_filename: ]
|
|
[precise_float_parser: 0]
|
|
[parser_config_file: ]
|
|
[objective_seed: 16083]
|
|
[num_class: 1]
|
|
[is_unbalance: 0]
|
|
[scale_pos_weight: 1]
|
|
[sigmoid: 1]
|
|
[boost_from_average: 1]
|
|
[reg_sqrt: 0]
|
|
[alpha: 0.9]
|
|
[fair_c: 1]
|
|
[poisson_max_delta_step: 0.7]
|
|
[tweedie_variance_power: 1.5]
|
|
[lambdarank_truncation_level: 30]
|
|
[lambdarank_norm: 1]
|
|
[label_gain: ]
|
|
[lambdarank_position_bias_regularization: 0]
|
|
[eval_at: ]
|
|
[multi_error_top_k: 1]
|
|
[auc_mu_weights: ]
|
|
[num_machines: 1]
|
|
[local_listen_port: 12400]
|
|
[time_out: 120]
|
|
[machine_list_filename: ]
|
|
[machines: ]
|
|
[gpu_platform_id: -1]
|
|
[gpu_device_id: -1]
|
|
[gpu_use_dp: 0]
|
|
[num_gpu: 1]
|
|
|
|
end of parameters
|
|
|
|
pandas_categorical:null
|